Fully resolved simulation of spherical and non-spherical particles in a turbulent channel flow
Bibliographic record
Abstract
This paper investigates the behavior of finite-size particles in a turbulent channel flow using a custom direct numerical simulation solver within the FOAM-Extend framework. The solver integrates the cut-cell immersed boundary module with a Lagrangian particle-tracking subroutine capable of simulating the motion of both spherical and non-spherical particles. The study investigates the complex interactions between particles and turbulent structures, offering insights into how particle shape and orientation affect their behavior within the flow field. Additionally, it examines the collision dynamics of two spherical particles in a turbulent channel. The simulations reveal that particle shape significantly influences particle trajectories, rotation, and their interactions with turbulent structures. The Q-criterion visualization showed the creation of hairpin and vortex ring structures shed by the particles. Finally, the close proximity and collision of particles was shown to significantly modify the flow pattern and particle dynamics.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".